{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Thin plate spline\n",
    "\n",
    "Find an interpolating surface to a set of control points with minimum bend. For image interpolation consider two such surfaces, one for each principal axis.\n",
    "\n",
    "### References\n",
    "[1] Donato, G., & Belongie, S. J. (2003). Approximation methods for thin plate spline mappings and principal warps. Department of Computer Science and Engineering, University of California, San Diego."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import thinplate as tps"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fit surface through control points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<a list of 7 text.Text objects>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Points the surface should pass through\n",
    "c = np.array([\n",
    "    [0., 0, 0.5],\n",
    "    [1., 0, 0.0],\n",
    "    [1., 1, 0.0],\n",
    "    [0, 1, 0.0],\n",
    "])\n",
    "\n",
    "theta = tps.TPS.fit(c)\n",
    "grid = tps.uniform_grid((10,10))\n",
    "Z = tps.TPS.z(grid.reshape((-1,2)), c, theta).reshape(10, 10)\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "c = ax.contour(grid[...,0], grid[...,1], Z)\n",
    "ax.clabel(c, inline=1, fontsize=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Fit surface through control points in reduced form\n",
    "\n",
    "One less parameter as the `sum(w) = 0`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<a list of 7 text.Text objects>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "c = np.array([\n",
    "    [0., 0, 0.5],\n",
    "    [1., 0, 0.0],\n",
    "    [1., 1, 0.0],\n",
    "    [0, 1, 0.0],\n",
    "])\n",
    "\n",
    "theta = tps.TPS.fit(c, reduced=True)\n",
    "grid = tps.uniform_grid((10,10))\n",
    "Z = tps.TPS.z(grid.reshape((-1,2)), c, theta).reshape(10, 10)\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "c = ax.contour(grid[...,0], grid[...,1], Z)\n",
    "ax.clabel(c, inline=1, fontsize=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Image interpolation\n",
    "For image interpolation, we define a separate surface for x and y offsets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def show_warped(img, warped):\n",
    "    fig, axs = plt.subplots(1, 2, figsize=(16,8))\n",
    "    axs[0].axis('off')\n",
    "    axs[1].axis('off')\n",
    "    axs[0].imshow(img[...,::-1], origin='upper')\n",
    "    axs[0].scatter(c_src[:, 0]*img.shape[1], c_src[:, 1]*img.shape[0], marker='+', color='black')\n",
    "    axs[1].imshow(warped[...,::-1], origin='upper')\n",
    "    axs[1].scatter(c_dst[:, 0]*warped.shape[1], c_dst[:, 1]*warped.shape[0], marker='+', color='black')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def warp_image_cv(img, c_src, c_dst, dshape=None):\n",
    "    dshape = dshape or img.shape\n",
    "    theta = tps.tps_theta_from_points(c_src, c_dst, reduced=True)\n",
    "    grid = tps.tps_grid(theta, c_dst, dshape)\n",
    "    mapx, mapy = tps.tps_grid_to_remap(grid, img.shape)\n",
    "    return cv2.remap(img, mapx, mapy, cv2.INTER_CUBIC)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "img = cv2.imread('image.png')\n",
    "\n",
    "c_src = np.array([\n",
    "    [0.0, 0.0],\n",
    "    [1., 0],\n",
    "    [1, 1],\n",
    "    [0, 1],\n",
    "    [0.3, 0.3],\n",
    "    [0.7, 0.7],\n",
    "])\n",
    "\n",
    "c_dst = np.array([\n",
    "    [0., 0],\n",
    "    [1., 0],    \n",
    "    [1, 1],\n",
    "    [0, 1],\n",
    "    [0.4, 0.4],\n",
    "    [0.6, 0.6],\n",
    "])\n",
    "    \n",
    "warped = warp_image_cv(img, c_src, c_dst, dshape=(512, 512))\n",
    "show_warped(img, warped)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Iterative optimization of theta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_numpy_image(x):\n",
    "    return (x.detach().permute(0,2,3,1).numpy()*255).astype(np.uint8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 0.3812499940395355\n",
      "20 0.3106635808944702\n",
      "40 0.16054204106330872\n",
      "60 0.13597464561462402\n",
      "80 0.11782476305961609\n",
      "100 0.07986719161272049\n",
      "120 0.06436777114868164\n",
      "140 0.054589271545410156\n",
      "160 0.03617062419652939\n",
      "180 0.023204216733574867\n",
      "200 0.02091282606124878\n",
      "220 0.02024226263165474\n",
      "240 0.019653908908367157\n",
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      "300 0.018349742516875267\n",
      "320 0.017725571990013123\n",
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      "380 0.016554774716496468\n"
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    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 864x432 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import torch\n",
    "import torch.optim as optim\n",
    "import torch.nn.functional as F\n",
    "\n",
    "src = torch.zeros(2, 1, 40, 40)\n",
    "src[0,..., 10:21, 10:21] = 1\n",
    "src[1,..., 28:35, 28:35] = 1\n",
    "\n",
    "target = torch.zeros_like(src)\n",
    "target[0, ..., 5:-5, 5:-5] = 1\n",
    "target[1, ..., 10:-10, 10:-10] = 1\n",
    "\n",
    "c_dst = tps.torch.uniform_grid((2,2)).view(-1, 2)\n",
    "theta = torch.zeros(src.shape[0], (c_dst.shape[0]+2), 2, requires_grad=True)\n",
    "size = src.shape\n",
    "opt = optim.Adam([theta], lr=1e-2)\n",
    "\n",
    "for i in range(400):\n",
    "    opt.zero_grad()\n",
    "    \n",
    "    grid = tps.torch.tps_grid(theta, torch.tensor(c_dst), size)\n",
    "    warped = F.grid_sample(src, grid)\n",
    "\n",
    "    loss = F.mse_loss(warped, target)\n",
    "    loss.backward()\n",
    "    opt.step()\n",
    "    \n",
    "    if i % 20 == 0:\n",
    "        print(i, loss.item())\n",
    "        \n",
    "src_np = to_numpy_image(src).squeeze()\n",
    "dst_np = to_numpy_image(target).squeeze()\n",
    "final_np = to_numpy_image(warped).squeeze()\n",
    "\n",
    "fig, axs = plt.subplots(src.shape[0], 3, figsize=(12,6))\n",
    "for i in range(src.shape[0]):\n",
    "    axs[i,0].imshow(src_np[i])\n",
    "    axs[i,1].imshow(dst_np[i])\n",
    "    axs[i,2].imshow(final_np[i])\n",
    "    axs[i,0].set_title('source')\n",
    "    axs[i,1].set_title('target')\n",
    "    axs[i,2].set_title('result')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Supervised learning of theta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [],
   "source": [
    "class RandomRectangleDataset:\n",
    "    def __init__(self, n=1000, shape=(1,40,40)):\n",
    "        self.n = n\n",
    "        self.shape = shape        \n",
    "        self.target = torch.zeros(shape)\n",
    "        self.target[:, 5:-5, 5:-5] = torch.linspace(0.5, 1.0, shape[1]-10).view(1, shape[1]-10, 1)\n",
    "        \n",
    "    def __len__(self):\n",
    "        return self.n\n",
    "    \n",
    "    def __getitem__(self, idx):\n",
    "        x = torch.randint(0, self.shape[2]-10, (1,)).to(torch.int).item()\n",
    "        y = torch.randint(0, self.shape[1]-10, (1,)).to(torch.int).item()\n",
    "        h = torch.randint(2, self.shape[1] - y, (1,)).to(torch.int).item()\n",
    "        w = torch.randint(2, self.shape[2] - x, (1,)).to(torch.int).item()\n",
    "        \n",
    "        img = torch.zeros(self.shape)\n",
    "        img[:, y:y+h, x:x+h] = torch.linspace(0.5, 1.0, h).view(1, h, 1)\n",
    "        \n",
    "        return img, self.target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Model(torch.nn.Module):\n",
    "    def __init__(self, outshape, ctrlshape=(6,6)):\n",
    "        super().__init__()\n",
    "        self.nctrl = ctrlshape[0]*ctrlshape[1]\n",
    "        self.outshape = outshape\n",
    "        self.nparam = (self.nctrl + 2)\n",
    "        ctrl = tps.torch.uniform_grid(ctrlshape)\n",
    "        self.register_buffer('ctrl', ctrl.view(-1,2))\n",
    "        \n",
    "        self.f = torch.nn.Sequential(\n",
    "            torch.nn.Conv2d(1, 32, 3, padding=1, bias=False),\n",
    "            torch.nn.BatchNorm2d(32),\n",
    "            torch.nn.ReLU(),\n",
    "            torch.nn.MaxPool2d(2),\n",
    "            torch.nn.Conv2d(32, 64, 3, padding=1, bias=False),\n",
    "            torch.nn.BatchNorm2d(64),\n",
    "            torch.nn.ReLU(),\n",
    "            torch.nn.MaxPool2d(2),\n",
    "            torch.nn.Conv2d(64, 128, 3, padding=1, bias=False),\n",
    "            torch.nn.BatchNorm2d(128),\n",
    "            torch.nn.ReLU(),\n",
    "            torch.nn.AdaptiveMaxPool2d((5,5))\n",
    "        )\n",
    "        \n",
    "        self.loc = torch.nn.Sequential(\n",
    "            torch.nn.Linear(25*128, 100),\n",
    "            torch.nn.ReLU(),\n",
    "            torch.nn.Linear(100, self.nparam*2),\n",
    "            torch.nn.Tanh()\n",
    "        )        \n",
    "        \n",
    "        self.loc[-2].weight.data.normal_(0, 1e-3)\n",
    "        self.loc[-2].bias.data.zero_()\n",
    "        \n",
    "    def forward(self, x):\n",
    "        xs = self.f(x)\n",
    "        theta = self.loc(xs.view(x.shape[0], -1)).view(-1, self.nparam, 2)\n",
    "        grid = tps.torch.tps_grid(theta, self.ctrl, (x.shape[0], ) + self.outshape)\n",
    "        return F.grid_sample(x, grid), theta                   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch.utils.data as data\n",
    "\n",
    "imgshape = (1,40,40)\n",
    "ds_train = RandomRectangleDataset(shape=imgshape)\n",
    "ds_test = RandomRectangleDataset(n=100, shape=imgshape)\n",
    "\n",
    "dl_train = data.DataLoader(ds_train, batch_size=32, shuffle=False)\n",
    "dl_test = data.DataLoader(ds_test, batch_size=32, shuffle=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train(net, dev, dl_train, dl_test, nepochs=5, lr=1e-3):\n",
    "    net.train()\n",
    "    \n",
    "    opt = optim.Adam(net.parameters(), lr=lr)\n",
    "    \n",
    "    for epoch in range(nepochs):\n",
    "        net.train()\n",
    "        train_loss = 0.\n",
    "        for x,y in dl_train:        \n",
    "            opt.zero_grad()\n",
    "                \n",
    "            x = x.to(dev)\n",
    "            y = y.to(dev)\n",
    "            w,theta = net(x)\n",
    "            \n",
    "            loss = F.mse_loss(w, y)\n",
    "            loss.backward()\n",
    "            opt.step()  \n",
    "            \n",
    "            train_loss += loss.item()\n",
    "        \n",
    "        net.eval()\n",
    "        test_loss = 0.\n",
    "        with torch.no_grad():\n",
    "            for x,y in dl_test:\n",
    "                x = x.to(dev)\n",
    "                y = y.to(dev)\n",
    "                w,theta = net(x)\n",
    "                loss = F.mse_loss(w, y)\n",
    "                test_loss += loss.item()\n",
    "                \n",
    "        if (epoch % 10 == 0):\n",
    "            print(epoch, train_loss/len(dl_train), test_loss/len(dl_test))\n",
    "                "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 0.25673609087243676 0.27082938328385353\n",
      "10 0.05939108564052731 0.05904558394104242\n",
      "20 0.03884411102626473 0.0439998097717762\n",
      "30 0.03105964878341183 0.027322665322571993\n"
     ]
    }
   ],
   "source": [
    "dev = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
    "net = Model(imgshape, (4,4)).to(dev)\n",
    "train(net, dev, dl_train, dl_test, nepochs=40, lr=1e-4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from torchvision.utils import make_grid\n",
    "\n",
    "x,y = next(iter(dl_test))\n",
    "with torch.no_grad():\n",
    "    xx, theta = net(x.to(dev))\n",
    "\n",
    "gx = make_grid(x, padding=2, pad_value=1)\n",
    "gxx = make_grid(xx, padding=2, pad_value=1)\n",
    "gy = make_grid(y, padding=2, pad_value=1)\n",
    "\n",
    "fig, axs = plt.subplots(1, 3, figsize=(15,10))\n",
    "axs[0].imshow(gx.permute(1,2,0).numpy())\n",
    "axs[0].set_title('Input')\n",
    "axs[1].imshow(gxx.cpu().permute(1,2,0).numpy())\n",
    "axs[1].set_title('Result')\n",
    "axs[2].imshow(gy.permute(1,2,0).numpy())\n",
    "axs[2].set_title('Target')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1e09191dd68>"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPMAAAD8CAYAAACioJLqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4wLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvqOYd8AAAFYNJREFUeJzt3XuQXGWZx/Hvc073XJPJPZCES0AJhJWIMCKsNwpELovC7mohJYorJbWlpaisiHfZWi20XGFrV6EocYH1EkAoQXZdTSGILIJMCHKL5CYxCSH361y7+zz7RzcwCXPpmek5Z/qd36dqqqfP9Dnvc5L+9XvO26ffNndHROpflHUBIlIbCrNIIBRmkUAozCKBUJhFAqEwiwRCYRYJhMIsEgiFWSQQuTQbmz17ti9cuDDNJkXq3vLly7e7+5zhHpdqmBcuXEhHR0eaTYrUPTNbX83jdJgtEgiFWSQQCrNIIBRmkUAozCKBUJhFAqEwiwRiTO8zm9k5wL8BMfADd792qMcXe+H+L8L+LXDMeXDcBRCl+k53tnZtcx66F7ZuguNOgre8CxqaLOuyUrO30/mf35dYuwmOOwLOPjVmSvPk2f+ugnP3qgIdWxJeN924+Lg8s1tq15/aaOcAM7MYWAWcBWwEHgcudvfnBltnvp3sH+NRIvIU6aaL9TzNNbgVR1VDPcm3LmLWoi8BMVHcQFLqJinsZtvKL+ClrqzLG3fJtEPpu/AaiPOQb4RCDxR7abz7K9j+HVmXN+6KU6ay9vNfo2HuLLqK0BRDLoK7LmjmhDnxkOua2XJ3bx+ujbG8LJwCrHH3de7eBywFLhh6FSMiD0COZlpZyFxOH0MJ9WPG0Z8kipuJ4gaA8u8Ns5g6728zriwdhbd/FBpaykEGyDdB4xQKf/2hbAtLyZb3/D3Ftml0VfqtnhLsL8BnHuitWRtjCfMCYEO/+xsry6oW08Rc3jaGEupD3DCLKD/9NcujqIGmGadlUFG63Ayftxiig55uUUxy+BuzKSpl+048CXKvPadcvSthT29tZsgdS5gHOtl5TVVmdrmZdZhZRxfbXrNCidq9Mk1UnhSxQf6pPSmkXE0GHPBk4L8l4Z9iAVhh8P/nfI1Om8eymY3A4f3uHwa8ePCD3P0md2939/YWDvzgR4keXmLZGEqoD0lxD4WuP+NJ6cDlpR66tv06o6rSYzjRukehdNATuthHvOrhbIpK2YxHHsL6+g5YljN424KYlnxtBgHHEubHgWPM7CgzawA+ANw71ApOiSJdlOimRB8vcT87mRyfotq17jpKhR0kpS6SUg9JqZfePSvo3PqrrEtLRf7hW7Fdm6Cvuzz4VejBtr9A7rGlWZeWitm//m9aVj9Pcw5actCahyOnGdef0VizNkY9mg1gZucB11N+a+qH7v6NoR7fZjP9XK4ix1T28By9tnXUbdcno7HtDUT52RQ611Ds2TD8KgFxwA9dRDJtHtHODdi2dQOeq4Xsu1uW8sz2hCPajNPmx0Q2/L9AtaPZYwrzSLXZTH+LnZlaeyITzbLkzhGvk8ZbUyIygSjMIoFQmEUCoTCLBEJhFgmEwiwSCIVZJBAKs0ggFGaRQCjMIoFQmEUCoTCLBEJhFgmEwiwSCIVZJBAKs0gggpqCfs11p2ZdgtS513/m0axLGDX1zCKBUJhFAqEwiwRCYRYJRFADYJ5Lb6ZRkYlGPbNIIBRmkUAozCKBUJhFAqEBMJFAqGcWCYTCLBIIhVkkEAqzSCCCGgBDA2AyialnFgmEwiwSCIVZJBCBnTMnWVcgkhn1zCKBUJhFAqEwiwRi2DCb2Q/NbKuZPdNv2UwzW2Zmqyu3M8a3TBEZTjUDYLcA/wHc1m/Z1cD97n6tmV1duf/52pc3MlFeA2AyeQ3bM7v7Q8DOgxZfANxa+f1W4MIa1yUiIzTac+ZD3H0zQOV2bu1KEpHRGPf3mc3scuBygCZaxrs5kUlrtD3zFjObB1C53TrYA939Jndvd/f2PI2jbE5EhjPanvle4FLg2srtPTWraAziWANgMnlV89bUT4HfA8ea2UYzu4xyiM8ys9XAWZX7IpKhYXtmd794kD+dWeNaRGQMdAWYSCAUZpFABPURyFgfgZRJTD2zSCAUZpFAKMwigVCYRQKR6gCYR8ZL55xGsa2VaStWMXXVX2q6/Xy+WNPt1ZpbDG1HQr4FurdD50tY1kWlyYyWWYeSb51KYf9euna8lHVF6TL4k+9kI/uYSRNLmEPOatefphrmrqMXsO4T7yfJx0SFEjN//zTHfvMWzMOfvN4bpsHR54LFEMWQlKBnB/7CMsxLWZc37uKGRuaf/E7ifAMWxXhSotjbw4vLf0tSLGRd3riLWnMs/M2F/CfPUKBEnpifs4Yr/CRmWXNt2qjJVqrkUUTS3Ai5HElzIztPO4Htp5+UZgnZOfydEDdAnAeLyrfNs2HW8VlXlorZx55IrrGZKJfHoogolyff3MLMY07IurRUzPnqm2n8q5n0UiIBeimxjz5+zMqatZHpOXPS3MhL556WZQmp8FwzNLaVQ9xflIMZx2RTVMpaZh2KRQfuv0UxU+YuyKiidE374CKi5gMPhB1Yz156vDanh9kPgNlkOGscah8nw/4zaXZzMBYN/g9Qq5PMTK8Ai7p7OeRXj9Vse/l4gp57+j76CvugYfqBL15JkWjPanITte4a6tm5haaZh2D9jk48Sejevmni/r/V0J7bVzPj8jcQNcWvLDPgMKbSbLWJYao9syUJUU8fJAlRdy/Tn/gTc37zeJolZCa36QFI+iApgDuU+rDeXcQ7n8q6tFTsWvUEpb6eVwa7kmKBYm8Xu9dOjv3f+rXH6Vuzm0bKYW4gpoU8l7C4Zm2YpziSPDU3249479cptLUyfcXztD29tqZHX9t/saiGW6s9j/IkbUfhuVai7m1Y58bJdfRpES1zFpBrmUqhcy/d2zeVX9gmkNnvWTV+G4+Nf+37HhvZxyyaOZG5NFo87Gpmttzd24d7XKqH2VZKmP/z36bZ5IRiSYF49zg+WSY6T+jauiHrKrJTcpbYHJYwZ1w2H9Snppom+EUjIuMp+9FsEakJhVkkEAqzSCAUZpFABDUA1jAJLj4QGYx6ZpFAKMwigVCYRQKhMIsEIqgBsMZYV4DJ2EysK8VHRj2zSCAUZpFAKMwigVCYRQIR1ABYS64v6xKkznVmXcAYqGcWCYTCLBIIhVkkEAqzSCCCGgBr0hVgMkYaABORzCnMIoEYNsxmdriZPWBmK83sWTO7orJ8ppktM7PVldsZ41+uiAymmnPmInCluz9hZlOB5Wa2DPgIcL+7X2tmVwNXA58fv1KH16qLRmSMdmRdwBgM2zO7+2Z3f6Ly+z5gJbAAuAC4tfKwW4ELx6tIERneiM6ZzWwh8CbgMeAQd98M5cADc2tdnIhUr+owm9kU4C7g0+6+dwTrXW5mHWbWUaB3NDWKSBWqCrOZ5SkH+cfufndl8RYzm1f5+zxg60DruvtN7t7u7u15GmtRs4gMYNgBMDMz4GZgpbt/t9+f7gUuBa6t3N4zLhWOQHOsATCZvKoZzX4r8CHgaTN7srLsi5RDfIeZXQb8BXj/+JQoItUYNszu/jAM+p3gZ9a2HBEZLV0BJhIIhVkkEEF9ampKrLe+ZKzqt3+r38pF5AAKs0ggFGaRQCjMIoEIagCsRVeAyZg1ZV3AqKlnFgmEwiwSCIVZJBAKs0ggwhoAizQAJmOlATARyZjCLBIIhVkkEAqzSCCCGgCbEvdkXYLUvbasCxg19cwigVCYRQKhMIsEIqhz5tZI0wbJ5KWeWSQQqffMs888hIZZDez43TZ6N0++0ec4P5cobqFU2EFS2pd1Oalrpo0ma6Xb99HD/qzLSV3S+RLJ/g1ETbOxtoWUvzCmNlINc9uSabTf+VYwiPIRa697nue/8nSaJWTGomamznw3FrcCjllEX/d6uvb8H+BZlzfuImJeH7XTTBvgYEYnu1mbLMdJsi5v3MUxfO7LU+nt+CZYDJ5gLXNpfOMVWMOUmrSR6mF2lI/IT8uTb8sTN8cc/alFzD13XpolZKZ1+juIcm1EUZ4oasAsR0PTETS0LMq6tFQcZotpYRqx5YgtT2w5pjCD+TY59v/vLmrmpFMaIClAqQeSPrxzM31/uq1mbWQ6AJabkmPhP76Orb/cXJPtTY26a7KdmrMm4obZmB342mlRnpbWRTT2PDnIiuGYyXwiiw9YFlnMbBaw11ZkVFV6znlPE01NBx1Se4lk53N4qReLx/4NqZkPgOXa8lmXMP5siNdMmwT7D9ggTzUjHnB5aBobhzg3Too1aSPTMBc7i2y6fUOWJaQj2Q/Ja48a3Et4z7oMCkpfDztwP3BswD2hiy0ZVZSuxx/to1h87diItczF8q01aSPVMHviJIXyYEdxf4H9K/ey4ZY/p1lCZpI9D+BJAffyq7AnBSh1knQ+kXFl6djKChIKJJX9T7xIQoFtPJVxZem47Qed7N2TQNRQXmA5iBtpOO7DNWsj1XPm/Sv38sKNa2g8pIkt973Ii3dswAvhj2QCeOFFSjvuIGpejOem4X2b8J5V4LU5xJro+tjHepbRxkIafRo97GYvL5AwOWaH2bXT+fg/7OZnz11EsmctUcuh5Oa/HWuaUbM2Ug1zqSfh2U+P32DHxL8CrBe6f/fqXWPwb74OUi99PPVKfJszrSV9XZ1O/vAz4fDx+VrzzAfARKQ2FGaRQCjMIoFQmEUCEdZHIG1yjIyKDEQ9s0ggFGaRQCjMIoEYNsxm1mRmfzCzP5rZs2Z2TWX5UWb2mJmtNrPbzaxh/MsVkcFUMwDWC5zh7vvNLA88bGa/BD4LXOfuS83sRuAy4IZxrHVYU/XFcTKJDdsze9nL87vkKz8OnAH8rLL8VuDCcalQRKpS1TmzmcVm9iSwFVgGrAV2u7/yKYGNwIJB1r3czDrMrKPARL92WqR+VRVmdy+5+4nAYcApwOKBHjbIuje5e7u7t+cZ+2wKIjKwEY1mu/tu4EHgVGC62StTaBwGvFjb0kRkJIYdADOzOUDB3XebWTPwLuBbwAPA+4ClwKXAPeNZaDVarJR1CSKZqWY0ex5wq5nFlHvyO9z9PjN7DlhqZv8CrABuHsc6RWQYw4bZ3Z8C3jTA8nWUz59FZALQFWAigQjqU1NTo0k1B4/IAdQziwRCYRYJhMIsEgiFWSQQQQ2AtUyS720SGYh6ZpFAKMwigVCYRQKhMIsEIqwBsEjTkMnkpZ5ZJBAKs0ggFGaRQCjMIoEIagDs7PknZl2CSGbUM4sEQmEWCYTCLBIIhVkkEAqzSCAUZpFAKMwigVCYRQKhMIsEQmEWCYTCLBIIhVkkEAqzSCAUZpFAKMwigVCYRQKhMIsEQmEWCYTCLBIIhVkkEAqzSCBSD/OCOc7ihQkNeU+76QlhzpQiiw/ppSWfZF1KJmbk+ji+dR/TcoWsS8nGrl3wyCOwaVPNN131VLtmFgMdwCZ3P9/MjgKWAjOBJ4APuXvfUNs44tCEG68uUipBZPD9uyL+95F4LPXXjZZ8wlfO2sYJ83oolIx8DEufbONHy6cBlnV54y5nCVceuZZ3zNxBXxKRjxKWbZ/Dv//laJJJsP+48zGehvnzobERenvh7LPhJz+BlpaaNGHu1fWQZvZZoB1oq4T5DuBud19qZjcCf3T3G4baRvuRM7zj6ne+uiDXCOd/HeYtHm399ePGz8Gzj0CxX4/U0ASXfBne/O7s6krL9f8Md90GvT2vLmtqho98Ej76qezqSsuNN8KVV0JX16vLmprgoovglluGXNXMlrt7+3BNVHWYbWaHAX8D/KBy34AzgJ9VHnIrcOHwWzrohaPYB0/9opoS6lvn3tcGGaCvB5b9VzY1pckd7v7RgUEG6OmG22/Opqa0fec7BwYZoKcHli4t39ZAtefM1wNXAS+f6M0Cdrt7sXJ/I7BgoBXN7HIz6zCzjm37Dz4Kd+jcOdKa60/XPogGOZ3YtyvdWrJQKkFv98B/27c33VqysnOQ57k77N9fkyaGDbOZnQ9sdffl/RcPVNZA67v7Te7e7u7tc6Yc9P3JcR6OPHkE5dapWYeWD6kPFsWw+JT060lbLgevH+RU6oST0q0lK6efDjZAbObNg1mzatJENT3zW4H3mtkLlAe8zqDcU083s5cH0A4DXhx2S9avuTgPzdPhDeeOrOJ6FMXwgasqga78h8Y5aGqF8y/PtLTUXPWN8jnyy0cocQzNLfDZa7KtKy3XXgtTp0I+X74fReWBrxtuGDjko1D1ABiAmZ0O/FNlAOxO4K5+A2BPufv3h1q/fcnx3vHNi6B7Dyw8BZacD41TxrQDdWXd0+Vz5O0vwqKT4axLYPqcrKtKz9rn4bbvw5qVsHgJfPjjcMTRWVeVnvXr4dvfLr81deyxcNVVcNLwRybVDoCNJcxH8+pbUyuAS9y9d6j129vbvaOjo+r2RKT6MI/oK13d/UHgwcrv64BJcMInUh90OadIIBRmkUAozCKBUJhFAqEwiwRCYRYJhMIsEogRXTQy5sbMtgHrgdnA9tQarj3Vn71634eR1H+kuw97qWCqYX6lUbOOaq5omahUf/bqfR/Go34dZosEQmEWCURWYb4po3ZrRfVnr973oeb1Z3LOLCK1p8NskUCkHmYzO8fMnjezNWZ2ddrtj5SZ/dDMtprZM/2WzTSzZWa2unI7I8sah2Jmh5vZA2a20syeNbMrKsvrYh/MrMnM/mBmf6zUf01l+VFm9lil/tvNrGG4bWXJzGIzW2Fm91Xu17z+VMNcmXv7e8C5wPHAxWZ2fJo1jMItwDkHLbsauN/djwHur9yfqIrAle6+GDgV+ETl37xe9qEXOMPd3wicCJxjZqcC3wKuq9S/C7gswxqrcQWwst/9mtefds98CrDG3ddVJsxfClyQcg0j4u4PAQdPrXgB5emFoepphrPh7pvd/YnK7/soP6EWUCf74GUvT1+Zr/w4o5rqORu1m6p6aGmHeQGwod/9QafoneAOcffNUA4LMDfjeqpiZguBNwGPUUf7UDlEfRLYCiwD1lLlVM8TxKinqh6JtMNc9RS9UltmNgW4C/i0u9fVZNXuXnL3EynPAnsKMNC8vRPyeTTWqapHYkRzgNXARuDwfverm6J34tliZvPcfbOZzaPcY0xYZpanHOQfu/vdlcV1tQ8A7r7bzB6kfO4/3cxyld5tIj+PXp6q+jygCWij31TVtaw/7Z75ceCYykheA/AB4N6Ua6iFe4FLK79fCtyTYS1Dqpyf3QysdPfv9vtTXeyDmc0xs+mV35uBd1E+738AeF/lYRO2fnf/grsf5u4LKT/ff+PuH2Q86nf3VH+A84BVlM97vpR2+6Oo96fAZqBA+cjiMsrnPPcDqyu3M7Ouc4j630b5EO4p4MnKz3n1sg/AEspTOT8FPAN8tbL8aOAPwBrgTqAx61qr2JfTgfvGq35dASYSCF0BJhIIhVkkEAqzSCAUZpFAKMwigVCYRQKhMIsEQmEWCcT/AwN8hn+dMRicAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Target\n",
    "import matplotlib.cm as cm\n",
    "\n",
    "H,W = xx.shape[-2:]\n",
    "scale = xx.new_tensor([W,H])\n",
    "colors = cm.rainbow(np.linspace(0, 1, net.ctrl.shape[0]))\n",
    "\n",
    "xy_dst = net.ctrl * scale.view(1,-1)\n",
    "plt.imshow(y[0][0])\n",
    "plt.scatter(xy_dst[:, 0], xy_dst[:, 1], c=colors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1e09f015b70>"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "xy_src = tps.torch.tps_sparse(theta, net.ctrl, net.ctrl) * scale.view(1,1,-1)\n",
    "\n",
    "i=0\n",
    "fix, ax = plt.subplots(1,2, figsize=(10,5))\n",
    "\n",
    "ax[0].imshow(x[i][0])\n",
    "ax[0].scatter(xy_src[i, :, 0], xy_src[i, :, 1], c=colors)\n",
    "\n",
    "ax[1].imshow(xx[i][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
